{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "surveys_complete = pd.read_csv( 'surveys_complete.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>record_id</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>year</th>\n",
       "      <th>plot_id</th>\n",
       "      <th>species_id</th>\n",
       "      <th>sex</th>\n",
       "      <th>hindfoot_length</th>\n",
       "      <th>weight</th>\n",
       "      <th>genus</th>\n",
       "      <th>species</th>\n",
       "      <th>taxa</th>\n",
       "      <th>plot_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>845</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>32</td>\n",
       "      <td>204</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1164</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1978</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>34</td>\n",
       "      <td>199</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1261</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1978</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>32</td>\n",
       "      <td>197</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1756</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>1979</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>33</td>\n",
       "      <td>166</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1818</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>1979</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>32</td>\n",
       "      <td>184</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1882</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1979</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>M</td>\n",
       "      <td>32</td>\n",
       "      <td>206</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2133</td>\n",
       "      <td>10</td>\n",
       "      <td>25</td>\n",
       "      <td>1979</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>F</td>\n",
       "      <td>33</td>\n",
       "      <td>274</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2184</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>1979</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>F</td>\n",
       "      <td>30</td>\n",
       "      <td>186</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2406</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>1980</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>F</td>\n",
       "      <td>33</td>\n",
       "      <td>184</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3000</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>1980</td>\n",
       "      <td>2</td>\n",
       "      <td>NL</td>\n",
       "      <td>F</td>\n",
       "      <td>31</td>\n",
       "      <td>87</td>\n",
       "      <td>Neotoma</td>\n",
       "      <td>albigula</td>\n",
       "      <td>Rodent</td>\n",
       "      <td>Control</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    record_id  month  day  year  plot_id species_id sex  hindfoot_length  \\\n",
       "1         845      5    6  1978        2         NL   M               32   \n",
       "2        1164      8    5  1978        2         NL   M               34   \n",
       "3        1261      9    4  1978        2         NL   M               32   \n",
       "4        1756      4   29  1979        2         NL   M               33   \n",
       "5        1818      5   30  1979        2         NL   M               32   \n",
       "6        1882      7    4  1979        2         NL   M               32   \n",
       "7        2133     10   25  1979        2         NL   F               33   \n",
       "8        2184     11   17  1979        2         NL   F               30   \n",
       "9        2406      1   16  1980        2         NL   F               33   \n",
       "10       3000      5   18  1980        2         NL   F               31   \n",
       "\n",
       "    weight    genus   species    taxa plot_type  \n",
       "1      204  Neotoma  albigula  Rodent   Control  \n",
       "2      199  Neotoma  albigula  Rodent   Control  \n",
       "3      197  Neotoma  albigula  Rodent   Control  \n",
       "4      166  Neotoma  albigula  Rodent   Control  \n",
       "5      184  Neotoma  albigula  Rodent   Control  \n",
       "6      206  Neotoma  albigula  Rodent   Control  \n",
       "7      274  Neotoma  albigula  Rodent   Control  \n",
       "8      186  Neotoma  albigula  Rodent   Control  \n",
       "9      184  Neotoma  albigula  Rodent   Control  \n",
       "10      87  Neotoma  albigula  Rodent   Control  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "surveys_complete.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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p4QAAkJgSDgAAiSnhAACQmBIOAACJKeEAAJCYEg4AAIkp4QAAkJgSDgAAiSnhAACQmBIO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cd506a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298668229)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot( aesthetics= aes(x = 'weight', y = 'hindfoot_length'), data = surveys_complete)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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HH38MujyrC93s2LEDALBr1y4A0M61d+/egMepL2wJn6fuN3NHUUV4WVmZ33xS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cb3a400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298668243)>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot( aes(x = 'weight', y = 'hindfoot_length'), data = surveys_complete) + geom_line()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "surveys_plot = ggplot( aes(x = 'weight', y = 'hindfoot_length'), data = surveys_complete)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y8/NZunRpO7foyvX6669z/vx54GJpRmcCDlBWVsazzz6r9DpXVlby5z//2eX+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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c473630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (298466382)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "surveys_plot + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y8/NZunRpO7foyvX6669z/vx54GJpRmcCDlBWVsazzz6r9DpXVlby5z//2eX+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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ccd60f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036556351260)>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight', y = 'hindfoot_length'), data = surveys_complete, ) + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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bLito7SAIQghB22EohvHW+fx46JBtky1NpsZcTg3l6XxfDJ2ofP7+mSdH66O1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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12147d630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (302990088)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight', y = 'hindfoot_length'), data = surveys_complete) + \\\n",
    " geom_point(alpha = 0.1, color = \"blue\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+Co8FY1GmLm22FbayaNP3iemvjXagqnK+/X1Rrl3fR8r1K7KWa6VNU6oQ2Qal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rPzPA+t5jzletB+eJD7aoMNNjgfNsb8Nxtu3cAeHhAPj9BlRejGGInwl38JPiIDhTgNySJ3vo4K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\nzIuIiIiI9Ckl8yIiIiIifer/BzjdzKwcuGD5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120e8a438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (303716058)>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight', y = 'hindfoot_length', color='species_id'),data = surveys_complete) + \\\n",
    "    geom_point( alpha = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAACyjCIcAAAAyDKKcAAAACDLKMIBAACALKMIN9iGDRvsjgAAAIBLQBFusI0b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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1220a41d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036551052642)>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot( aes(x = 'species_id', y = 'hindfoot_length'), data = surveys_complete) + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T2ua5MjIycPr0aZuOMc+MkpaW5qRURETkTcxjwiMjI9HS0oLe3l6pI3kkFuHksZRKJUwm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\nAshaCJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122d8a400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (304840547)>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot( aes(x = 'species_id', y = 'weight'), data = surveys_complete) + geom_violin() + scale_y_log(base=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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USkeOHNHJkyclSatXr1ZLS4scDodVywIAAAC+kiWF+Pz58zpy5Ii2bdumxYsX\na3BwUJI0NDSkffv2qa2tTffcc4+OHj2qAwcO6Pnnn5ck9fT06MyZM9q5c6ccDodeeeUV+f1+rVmz\nxoplAQAAADdkSSE+evSompqadPvtt0uSfD6fJOnEiRMKBoNasWKFJGnDhg166aWXFIlEFAwG1dvb\nq7Vr16q6ulqStG7dOvX09KQLcSwWS5fraxKJhCorK61YtlwuV8afKA5ut7vQS5iVsrKyolnrVyml\n/YRM7IdM7IdM7KdUMrGzrN8lExMTGhgYUG1trX7yk59obGxMX//619Xa2qpIJKJQKJTe1uPxaP78\n+elCPHU8FAopEomkb/f09Kirqyvj8ZqamtTc3JztsjMEAgFL50NuBYPBQi/BSOwn9kMm9kMm9kMm\nmI2sC/Hg4KAmJibU19en73znO3I6nXrttdd07NgxJRIJVVRUZGzv9XoVj8clfXm01+v1ZowlEgml\nUik5HA41NDSotrY24+cTiURGac6Gy+VSIBBQNBrV2NiYJXMi96zKP9cmv9eLWSntJ2RiP2RiP2Ri\nP3bOpFQOUmVdiK8dwn/wwQdVVVUlSVq7dq2OHTumO+64Y1qAo6Oj6RLs8XgyxkdHR+XxeNIfqvP5\nfOnTL64ZGBhQMpnMdtkZxsbGLJ8TuVMsWblcrqJZ62yUwn5CJvZDJvZDJvZTapnYUdaXXSsvL59W\nWq8JBoMKh8Pp24lEQtFoNP3bxNTxcDhcMr9pAAAAoDhYch3iVatW6T//8z81ODiokZERvf/++7rn\nnnu0fPlyXbp0SX19fUomk+rs7NTChQvTpbe+vl7d3d2KxWKKxWI6fvy4Vq1aZcWSAAAAgFmx5KOX\nTU1NGh4e1l//9V/L5XJpxYoVevjhh+V2u7V9+3YdPnxYhw4d0uLFi7Vt27b0zzU2NioajWrv3r2S\nvrwOcWNjoxVLAgAAAGbFkkJcVlamxx9/XI8//vi0sSVLlmj37t0z/pzD4VBra6taW1utWAYAAAAw\nZ3x1MwAAAIxGIQYAAIDRKMQAAAAwGoUYAAAARqMQAwAAwGgUYgAAABiNQgwAAACjUYgBAABgNAox\nAAAAjEYhBgAAgNEoxAAAADAahRgAAABGoxADAADAaBRiAAAAGI1CDAAAAKNRiAEAAGA0CjEAAACM\nRiEGAACA0VyFXgAwV21tbRm329vbC7QSAABQCoquEHu9Xjmd1hzYdjgcGh4eltvtlstVdC8F/k95\neXmhlzCHjmGTAAAWEElEQVQjp9Np27XNRSntJ2RiP2RiP2RiP6WSiZ0V3TskHo9bNpfb7Zbf79fQ\n0JCSyaRl8yK/RkZGCr2EGZWXl9t2bXNRSvsJmdgPmdgPmdiPnTMJBAKFXoIlOIcYAAAARqMQAwAA\nwGgUYgAAABiNQgwAAACjUYgBAABgNAoxAAAAjEYhBgAAgNEoxAAAADAahRgAAABGoxADAADAaBRi\nAAAAGI1CDAAAAKNRiAEAAGA0CjEAAACMRiEGAACA0SjEAAAAMBqFGAAAAEajEAMAAMBoFGIAAAAY\njUIMAAAAo7msmujKlSvau3ev6urq9O1vf1uS1N/fr46ODl29elU1NTXasmWL/H6/JCmVSunIkSM6\nefKkJGn16tVqaWmRw+GwakkAAADADVl2hLijo0OLFy9O3x4aGtK+ffu0ceNG7dmzR4sWLdKBAwfS\n4z09PTpz5ox27typXbt26ezZszpx4oRVywEAAABmxZIjxL/4xS90yy23KBgM6te//rUk6fTp0woG\ng1qxYoUkacOGDXrppZcUiUQUDAbV29urtWvXqrq6WpK0bt069fT0aM2aNel5Y7GYBgcHMx4rkUio\nsrLSimXL5XJl/Ini5Ha7C72EGZWVldl2bXNRSvsJmdgPmdgPmdhPqWRiZ1m/S0ZHR3X06FE9++yz\n6dMfJCkSiSgUCqVvezwezZ8/P12Ip46HQiFFIpGMuXt6etTV1ZVxX1NTk5qbm7NddoZAIGDpfMiv\nYDBY6CUYgf3EfsjEfsjEfsgEs5F1IT569KhWr16dPtJ7TSKRUEVFRcZ9Xq9X8Xg8Pe71ejPGEomE\nUqlU+jzihoYG1dbWTpt3anG+WS6XS4FAQNFoVGNjY5bMifyz6v1gtcnv92JWSvsJmdgPmdgPmdiP\nnTMplYNSWRXiixcvqr+/X7/7u787bczj8UwLb3R0NF2Cp46Pjo7K4/FkfKjO5/PJ5/NlzDEwMKBk\nMpnNsqcZGxuzfE7kj12zc7lctl3bzSiF/YRM7IdM7IdM7KfUMrGjrArxp59+qi+++EJ/9Vd/JUnp\nI7w//elP1djYqFOnTqW3TSQSikaj6d8kgsGgwuGwampqJEnhcLhkfssAAABA8ciqEDc0NGjlypXp\n28ePH9cXX3yhxx9/XJL0zjvvqK+vT8uWLVNnZ6cWLlyYLr319fXq7u7WsmXL0j/74IMPZrMcAAAA\nYM6yKsQej0cejyfjtsvlSl8FYvv27Tp8+LAOHTqkxYsXa9u2beltGxsbFY1GtXfvXklfXoe4sbEx\nm+UAAAAAc2bptUimXv1hyZIl2r1794zbOhwOtba2qrW11colAAAAAHPCVzcDAADAaBRiAAAAGI1C\nDAAAAKNRiAEAAGA0CjEAAACMRiEGAACA0SjEAAAAMBqFGAAAAEajEAMAAMBoFGIAAAAYjUIMAAAA\no1GIAQAAYDQKMQAAAIxGIQYAAIDRKMQAAAAwGoUYAAAARqMQAwAAwGgUYgAAABjNVegFzJXX65XT\naU2PdzgcGh4eltvtlstVdC8F/k95eXmhlzAjp9Np27XNRSntJ2RiP2RiP2RiP6WSiZ0V3TskHo9b\nNpfb7Zbf79fQ0JCSyaRl8yK/Nm3alHG7vb29QCvJVF5erpGRkUIvI2ultJ+Qif2Qif2Qif3YOZNA\nIFDoJViCUyYAAABgNAoxAAAAjEYhBgAAgNEoxAAAADAahRgAAABGoxADAADAaBRiAAAAGI1CDAAA\nAKNRiAEAAGA0CjEAAACMRiEGAACA0SjEAAAAMBqFGAAAAEajEAMAAMBoFGIAAAAYjUIMAAAAo1GI\nAQAAYDQKMQAAAIxGIQYAAIDRKMQAAAAwmivbCcbGxtTR0aH+/n6NjIwoEAiopaVFy5YtkyT19/er\no6NDV69eVU1NjbZs2SK/3y9JSqVSOnLkiE6ePClJWr16tVpaWuRwOLJdFgAAADArWRfiiYkJ+Xw+\nPffcc6qurta5c+d04MAB7dq1Sx6PR/v27VNbW5vuueceHT16VAcOHNDzzz8vSerp6dGZM2e0c+dO\nORwOvfLKK/L7/VqzZk3WTwwAAACYjaxPmfB4PGpublYgEJDT6VRtba38fr8uXryo06dPKxgMasWK\nFXK73dqwYYPC4bAikYgkqbe3V2vXrlV1dbV8Pp/WrVun3t7erJ8UAAAAMFtZHyGeanBwUFeuXFEw\nGNSJEycUCoXSYx6PR/Pnz1ckElEwGFQkEskYD4VC6bIsSbFYTIODgxnzJxIJVVZWWrJWl8uV8SdK\ng9vtLvQSJEllZWW2WUs2Smk/IRP7IRP7IRP7KZVM7MzSd8n4+LgOHjyoVatWKRgMKpFIqKKiImMb\nr9ereDwu6cty6/V6M8YSiYRSqZQcDod6enrU1dWV8fNNTU1qbm62ctkKBAKWzofCCgaDhV5CSWI/\nsR8ysR8ysR8ywWxYVognJiZ06NAhlZWVafPmzZK+PCJ8rfxeMzo6mi7BU8dHR0fl8XjSH6praGhQ\nbW1txs8nEomMo8jZcLlcCgQCikajGhsbs2ROFJ5V749sTf7lr5iV0n5CJvZDJvZDJvZj50xK5SCU\nJYU4lUqpvb1dQ0NDevrpp1VWVibpyxfp1KlT6e0SiYSi0Wj6xQsGgwqHw6qpqZEkhcPhjBfW5/PJ\n5/NlPNbAwICSyaQVy04bGxuzfE4UzqOPPppxu729vSDrcLlcJfW+KoX9hEzsh0zsh0zsp9QysSNL\nrkP85ptvKhKJ6Kmnnso4x2X58uW6dOmS+vr6lEwm1dnZqYULF6ZLb319vbq7uxWLxRSLxXT8+HGt\nWrXKiiUBAAAAs5L1EeIvvvhCPT09Kisr01/8xV+k73/iiSd03333afv27Tp8+LAOHTqkxYsXa9u2\nbeltGhsbFY1GtXfvXklfXoe4sbEx2yUBAAAAs5Z1Ifb7/XrhhReuO75kyRLt3r17xjGHw6HW1la1\ntrZmuwwAAADgpvDVzQAAADAahRgAAABGoxADAADAaBRiAAAAGI1CDAAAAKNRiAEAAGA0CjEAAACM\nRiEGAACA0SjEAAAAMBqFGAAAAEajEAMAAMBoFGIAAAAYjUIMAAAAo1GIAQAAYDQKMQAAAIxGIQYA\nAIDRXIVeAABkq62tLeN2e3u7reYDANgbhRhAyZlaaG+EwgsAZuOUCQAAABit6I4Qe71eOZ3W9HiH\nw6Hh4WG53W65XEX3UmCWysvLC/K4TqezYI9tJRP2kxvlZLccSykT9hP7IRP7KZVM7Kzo3iHxeNyy\nudxut/x+v4aGhpRMJi2bF/ayadOmjNv5+ufx8vJyjYyM5OWxcsmE/eRGORXqPXQ9pZQJ+4n9kIn9\n2DmTQCBQ6CVYougKMQBYba7nHM9m+0KXZgDA7FGIARSduRZYAAC+Ch+qAwAAgNEoxAAAADAahRgA\nAABG4xxiAMgBvu0OAIoHhRjGoajYXylmVIrPCQBKBYX4Bvg0O4BcuNH/WyjMAJA/FGIAeZeL6/4C\nAHCzKMQAUIQaGxszbnNEGQBuHoUYAIoAR8kBIHe47BoAAACMxhFiADc09Z/np5r6z/VcUSF72Z5n\nzWsOALNHIQaQtRuVN/65HwBgZxRioMTMVD7negSXAgsAMAmFGABK0FxPoZjrL0mckgGglFCIYbxs\ni8NUxVgUOCJsnlxnToEGUEwoxMAUuf6LPNtCfTPro/Ai3wV4rtsXojDbYQ0A7IFCDORYtkWEMgsT\nWHHKBufGA7hZFGLgBvL9NcP8pQ07sPp9WIiv67Z6X+QIMlC6HKlUKlXIBQwPD6u9vV3nz59XRUWF\nHnnkEd13333X3X5gYMCyx3a73QoGg4pEIkomkzNuQzkBAMzGiRMn5vT3iV0Ldnl5uUZGRgq9jKzN\n5u/4YmHnTBYtWlToJVii4EeIDx8+rLKyMv3+7/++Pv/8c/3Lv/yLQqGQbr311kIvDQCAWbvRF9jM\nldUf4LX6yiNAKSloIU4kEurr69N3v/tdeb1e3XHHHaqtrdWpU6e0adOmQi4NAICcKvTpVfkovNme\n151t6T9x4sScfh7mKmghvnLlipxOpxYsWJC+LxQK6dNPP5UkxWIxDQ4OZvxMIpFQZWWlJY/vcrky\n/gQAwFT5+MZJt9s9p+2nPuZbb72VcfvRRx/9yp+/0VH7uc4315+fOj7VjbafaT3ZPiZmVtBziD/7\n7DPt379ff/AHf5C+r6enRx999JF27Niho0ePqqurK+Nnmpqa1NzcbMnjx2Ix9fT0qKGhQT6fz5I5\nkR0ysR8ysR8ysR8ysR8ywVwU9NCox+NRPB7PuG90dFRer1eS1NDQoNra2ozxefPmWfb4g4OD6urq\nUm1tLTuLTZCJ/ZCJ/ZCJ/ZCJ/ZAJ5qKghfhrX/uaJiYmdOXKFX3ta1+TJIXDYQWDQUmSz+fjTQwA\nAICcchbywT0ej5YvX66jR48qkUjos88+09mzZ1VfX1/IZQEAAMAgBS3EkvTYY48pmUzqz//8z3Xw\n4EE99thjXHINAAAAeVPwyytUVFToqaeeKshjz5s3T01NTZael4zskIn9kIn9kIn9kIn9kAnmouDf\nVAcAAAAUUsGPEBfCXL8uGrnx8ssv68KFC3I6vzxzx+fzaffu3ZKk/v5+dXR06OrVq6qpqdGWLVvk\n9/sLudyS9MEHH6i3t1eXLl3SypUrtXXr1vTYV2WQSqV05MgRnTx5UpK0evVqtbS0yOFwFOR5lJLr\nZRKNRvWTn/wk4zquDz30kJqamiSRSa6MjY2po6ND/f39GhkZUSAQUEtLi5YtWyaJ/aQQvioT9hPc\nLCMLMV8XbR+bN29WQ0NDxn1DQ0Pat2+f2tradM899+jo0aM6cOCAnn/++QKtsnRVVVVp/fr1On/+\nvJLJZPr+G2XQ09OjM2fOaOfOnXI4HHrllVfk9/u1Zs2aQj2VknG9TK75wz/8Q5WVlU27n0xyY2Ji\nQj6fT88995yqq6t17tw5HThwQLt27ZLH42E/KYCvyuQa9hPMVcE/VJdv174uurm5edrXRcMeTp8+\nrWAwqBUrVsjtdmvDhg0Kh8OKRCKFXlrJqaur0/Lly1VeXp5x/40y6O3t1dq1a1VdXS2fz6d169ap\nt7e3EE+h5Fwvkxshk9zweDxqbm5WIBCQ0+lUbW2t/H6/Ll68yH5SIF+VyY2QCa7HuCPEN/q6aOTX\nu+++qyNHjmjBggXauHGj7rrrLkUiEYVCofQ2Ho9H8+fPVyQSSV+jGrl1owymjodCIX5hyZMf//jH\nkqQlS5Zo06ZN6a+yJ5P8GBwc1JUrVxQMBnXixAn2ExuYnMk17CeYK+MKcSKRSH8T3jVer3faN+Yh\n9zZt2qRgMKiysjL913/9l/71X/9VO3fuVCKRUEVFRca2ZJRfN8pg6n7k9XqVSCSUSqU4Fy9HKioq\n9PzzzysUCmlkZEQdHR06dOiQnnnmGUlkkg/j4+M6ePCgVq1apWAwyH5iA1Mzicfj7Ce4KcadMnGj\nr4tG/tTU1Mjr9crlcmnVqlW6/fbbde7cOTKygRtlMHV8dHRUHo+Hv1ByyOv1avHixSorK9O8efO0\nefNmnT9/Pp0DmeTWxMSEDh06pLKyMm3evFkS+0mhzZQJ+wlulnGFePLXRV8z+euiUTgOh0OpVErB\nYFDhcDh9fyKRUDQaJaM8ulEGU8fZh/Lv2l/g166cSSa5k0ql1N7erqGhIT355JPpD2uxnxTO9TKZ\niv0Es2VcIebrou1hZGREn3zyiZLJpMbHx/XRRx/ps88+09KlS7V8+XJdunRJfX19SiaT6uzs1MKF\nC/mfVg6Mj48rmUwqlUoplUql87hRBvX19eru7lYsFlMsFtPx48e1atWqAj+b0nC9TC5cuKDLly9r\nYmJCw8PDeuutt3TnnXfqlltukUQmufTmm28qEonoqaeeyricF/tJ4VwvE/YT3Cwjv5hjeHhYb7zx\nhvr7+1VeXq6WlhauQ5xnQ0NDevXVV3X58mU5HI70h+qWLFkiSTp//rwOHz6sq1evavHixdqyZYsC\ngUCBV116jh49qq6uroz7mpqa1Nzc/JUZpFIpvfPOOxnX8ty0aRP/7GiB62WyYMECvfvuuxoaGpLX\n69Xdd9+tTZs2qaqqShKZ5MoXX3yhH//4xyorK0tfM12SnnjiCd13333sJwXwVZk4HA72E9wUIwsx\nAAAAcI1xp0wAAAAAk1GIAQAAYDQKMQAAAIxGIQYAAIDRKMQAAAAwGoUYAAAARqMQAwAAwGgUYgAA\nABiNQgwAAACjUYgBAABgNAoxAAAAjEYhBgAAgNEoxAAAADAahRgAAABGoxADAADAaBRiAAAAGI1C\nDABZ2rlzp/70T/90Vts+99xz+uM//uMcrwgAMBeuQi8AAIrdT3/6U8vmcjgcOnfunJYuXWrZnACA\nr8YRYgAAABiNQgzAaC+//LKeeOKJ9O1ly5bpN3/zN9O3b7/9dvX29urMmTPatGmT5s+fr9raWu3f\nvz+9zdTTIF566SXddtttWrRokf7+7/9eDodDn3zySXo8Go3qscceU1VVlR588EGdP39ekrR+/XpJ\nUn19vebNm6d9+/bl7HkDAP4/CjEAozU1Nek//uM/NDExoYGBASUSCXV3d0uS+vv7NTg4qGXLlmnT\npk36rd/6LV26dEmvvfaavvvd76qvr2/afG+//bb+8i//UkeOHNEnn3yizs7Oadu89tpr+pM/+RNF\no1EtXbpUP/rRjyRJx44dkySdOnVKg4ODevLJJ3P3xAEAaRRiAEa7++67VVVVpd7eXh07dkzf/OY3\ntWjRIp05c0ZdXV16+OGH9eabb+rOO+/Ujh075HK5dP/99+vb3/62Dhw4MG2+/fv3a8eOHVqxYoUq\nKir0wgsvTNtm69ateuCBB+RyufT000+rt7c3D88UAHA9fKgOgPGamprU2dmpTz75RE1NTfL7/erq\n6lJ3d7eampr02Wef6YMPPpDf70//zNjYmJ555plpcw0MDKixsTF9+/bbb5+2TSgUSv93RUWFBgcH\nLX5GAIC5oBADMF5TU5N+9rOf6b//+7/1R3/0R/L7/Xr11VfV3d2t733vezp37pyampr0zjvv3HCu\n2267TRcuXEjf/tWvfpXLpQMALMApEwCM19TUpKNHj2pkZEQ1NTV6+OGH9fbbb+vKlSu6//779fjj\nj+uXv/yl/umf/knJZFLJZFIffvihTp8+PW2u7du36+WXX9bp06c1PDw86+sTX7Nw4UL19/db9dQA\nALNAIQZgvHvuuUfz5s3Tww8/LEny+Xy6++679Ru/8RsqKytTVVWVfv7zn+u1117TokWLFAqFtGfP\nHsXj8WlzPfroo/r+97+v5uZmLV26VN/4xjckSV6vd1ZreeGFF/Tss8/K7/dnXMkCAJA7jlQqlSr0\nIgCgVJ0+fVorV65UPB6Xy8VZagBgRxwhBgCL/du//Zvi8bii0aj27NmjJ554gjIMADZGIQYAi/3t\n3/6tbr31Vi1ZskRlZWX6m7/5m0IvCQDwFThlAgAAAEbjCDEAAACMRiEGAACA0SjEAAAAMBqFGAAA\nAEajEAMAAMBoFGIAAAAY7f8BYzkVm+T4MG8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123245860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036549493069)>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight'), data=surveys_complete) + geom_histogram(binwidth=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3U/X6fL60P63m9/szclyv15uxY2dapnqdSW7rd6Y/15nktl5L7u03vbYPvbaX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12328de80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (305286299)>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight', color='species_id'), data=surveys_complete) + geom_histogram(binwidth=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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VZSFDip7/gUZE+qwuAwAAwBIpCdVnz55VU1OT1qxZo3Hjxqm7u1uS1NPTo4aGBq1atUpT\npkxRc3Ozdu7cqY0bN0qSWltbderUKW3atEk2m00vvfSSvF6v5syZk4qykEEjIn1a0HzU6jJu6vW6\nuVaXAAAA8lxKTv9obm5WbW2t7r77bhUUFMjj8cjj8aijo0N+v1+VlZVyOp1atGiRAoGAgsGgJKmt\nrU3z5s1TSUmJPB6P5s+fr7a2tlSUBAAAAGSM8ZHqoaEhdXV1qaKiQj/60Y80MDCg++67T/X19QoG\ngyorK0us63K5VFpaqmAwKL/ff8PysrKyROCWpHA4nDjqfU00GtXIkSNNy84Ih8OR9DNX2e12OZ1O\nq8vIW8MZ21zuAfPAevTAevnQg1wefyk/eoDsZrxndXd3a2hoSO3t7frTP/1TFRQUaPv27Tp06JCi\n0aiKioqS1ne73erv75f0XkB2u91Jy6LRqOLxuGw2m1pbW9XS0pL0+traWtXV1ZmWnVE+n8/qEtIu\nYnUBOczv91tdQkbcCfMg29ED69ED69EDpItxqL72rXXu3LkqLi6WJM2bN0+HDh3SPffckwjQ10Qi\nkUSQdrlcScsjkYhcLlfiQsXq6mpVVFQkvT4ajSYdzc5mDodDPp9PoVBIAwMDVpdz267/IvRBijNU\nSz4azv48nB5kqztpHmQremC9fOhBLo+/lLke3CkHSnAj41BdWFgoj8dz02V+v18nTpxIPI5GowqF\nQokdzu/3KxAIqLy8XJIUCASSdsZr52Zfr6urS7FYzLTsjBoYGMi5mq/ncDhyuv5sN5yxzYceMA+s\nRw+sl8s9yIfxl3K7B8huKblQsaqqSv/5n/+p7u5u9fX16Te/+Y2mTJmiqVOn6uLFi2pvb1csFtPB\ngwc1ZsyYRHCeNWuWjhw5onA4rHA4rMOHD6uqqioVJQEAAAAZk5Kz9Wtra9Xb26uf/OQncjgcqqys\n1MKFC+V0OrV27Vrt3btXu3fv1rhx47RmzZrE62pqahQKhbRt2zZJ792nuqamJhUlAQAAABmTklBt\nt9u1YsUKrVix4oZlEydO1JYtW276OpvNpvr6etXX16eiDAAAAMAS/JlyAAAAwBChGgAAADBEqAYA\nAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAM\nEaoBAACQE5YtW6YrV66kZFt/9Vd/paamphueP3jwoFasWPGRt+dIRVEAAABAuu3duzdl2/rrv/7r\nlG1L4kg1AAAAUqinp0fLly/XrFmzNH36dDU0NGj8+PH6i7/4C82YMUMPPPCAzpw5I0kKBoN69NFH\nNWfOHM2ZM0e//vWvJUnd3d3asGGDZsyYoZkzZ2rXrl2SpPHjx+vSpUuSpJ/97Gd64IEHVFVVpc99\n7nMaHBzU4OCg1q9fr+nTp2vGjBl67rnnPrDO9evX6+c//7kkad++fbrvvvs0e/Zs7d69+7Y+N0eq\nAQAAkDL79u3T2LFj1djYKEm6evWqtm7dqpKSEp08eVIvvfSSvvCFL2jPnj36/Oc/ry9+8YtasGCB\n/ud//kef+tSn1NHRoW9+85uJ9SUpFAolvUdHR4caGhr061//Wk6nU0888YRefvllVVZW6n//93/1\n1ltvSdKwThWJRCLauHGjXnvtNU2aNEnr1q27rc/NkWoAAACkzIwZM7R//35t3bpVv/rVr1RSUiJJ\neuyxxxI/jxw5IklqamrSU089paqqKq1atUrhcFjd3d1qamrSk08+mdimz+dLeo8DBw6otbVVc+bM\nUVVVlQ4cOKDOzk7de++96uzs1JYtW7Rv3z55PJ5b1nvq1ClNmDBBkydPls1m02c+85nb+twcqQYA\nAEDKTJkyRcePH9fevXv19NNP66GHHpIk2Wy2xDrX/j00NKTf/OY3GjFixEd6j3g8rscff1zPPvvs\nDctOnDihf//3f9cLL7ygHTt26B/+4R8MPs3wcaQaAAAAKdPV1aWioiJ95jOf0Ve/+lUdP35cktTQ\n0JD4OW/ePElSfX29fvKTnyRe29bWJklaunSpfvrTnyaef//pHw899JB+/vOf6+LFi5Kk3//+9zp/\n/rwuXbqkoaEhPfroo/rWt76VeO8Pc9999+ncuXM6e/asJOmVV165rc/NkWoAAACkzMmTJ/XVr35V\nBQUFcjqdev7557VmzRqFQiHNnDlTbrc7EVx//OMf68knn9TMmTM1MDCgBx98UC+88IKefvppPfnk\nk5o+fbrsdru+8Y1v6A//8A8T7zFt2jR961vfUn19vYaGhuR0OvXTn/5UhYWF2rBhg4aGhiTppkey\n32/EiBH6u7/7Oy1fvlxFRUVauHCh/u///u8jf25bPB6Pf+RXWairq8vqEobN6XTK7/crGAwqFotZ\nXc5tKywsVF9f34euU/rct7Wg+WiGKvpoXq+bm9W1/f6LX7/lesPpQba6k+ZBtqIH1suHHuTy+EuZ\n68HYsWPTtu1cNn78eB07dkyjR4+2upS04fQPAAAAwBCnfwAAACCtzp07Z9l7P/nkk4n7X1/z+c9/\nXhs2bEjp+xCqAQAAkLeuv+AxnTj9AwAAADBEqAYAAAAMEaoBAAAAQ4RqAAAApJTdbldVVZWmT5+u\nlStX6sqVK5Leu2DRZrPp6aefTqx76dIlOZ1OPfXUU1aVmxKEagAAAKRUYWGh2tra9NZbb6m0tDTp\nYsEJEyaosbEx8Xjnzp2qrKy0osyU4u4fAAAAeSjy1SfT/h4jvnfrO2vMmzdPb775ZuJxUVGRpk6d\nqmPHjqmmpkYNDQ1au3ZtTv2Bv5vhSDUAAADSYnBwUAcOHNCqVauSnv/jP/5jbd++Xe+8847sdnte\n/CVKQjUAAABSqq+vT1VVVSorK1MgENDSpUuTlj/88MPav3+/tm/frnXr1llUZWoRqgEAAJBS186p\nPn/+vOLx+A1/gMXlcqm6ulrf//73tWbNGouqTC1CNQAAANKiqKhIP/7xj/X9739fAwMDScu+/OUv\n6zvf+Y5KS0stqi61uFARAAAgDw3nIsJMuP/++zVz5ky98sorWrhwYeL5ysrKvLjrxzWEagAAAKRU\nd3d30uNf/vKXiX+/9dZbN6y/fv16rV+/Pt1lpVXOhWq3262Cgtw4a8Vms6m3t1dOp1MOR84NdUJB\nQYEKCwutLiNvDWdsc7kHzAPr0QPr5UMPcnn8pfzoAbJbzu1V/f39VpcwbE6nU16vVz09PYrFYlaX\nc9sKCwvV19f34etkqJZ8dKuxlYbXg2x1J82DbEUPrJcPPcjl8Zcy1wOfz5e2bSO75cYhXwAAACCL\nEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoB\nAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADDksLoA4E7WPzik0ue+\nPax1C9Ncy/tFRhSqd/OXMvyuAADkJkI1YCG3vUALmo9aXcZNvV43V71WFwEAQI7g9A8AAADAEKEa\nAAAAMESoBgAAAAwRqgEAAABDhGoAAADAEKEaAAAAMESoBgAAAAwRqgEAAABDhGoAAADAEKEaAAAA\nMESoBgAAAAwRqgEAAABDhGoAAADAEKEaAAAAMESoBgAAAAwRqgEAAABDhGoAAADAkCNVG7p8+bK2\nbdumadOm6dFHH5UkdXZ2qrGxUVevXlV5eblWr14tr9crSYrH42pqatLx48clSbNnz9aSJUtks9lS\nVRIAAACQESk7Ut3Y2Khx48YlHvf09KihoUGLFy/W1q1bNXbsWO3cuTOxvLW1VadOndKmTZu0efNm\nvf322zp27FiqygEAAAAyJiWh+uTJkxoxYoQmTJiQeK6jo0N+v1+VlZVyOp1atGiRAoGAgsGgJKmt\nrU3z5s1TSUmJPB6P5s+fr7a2tlSUAwAAAGSU8ekfkUhEzc3NevzxxxOnckhSMBhUWVlZ4rHL5VJp\naamCwaD8fv8Ny8vKyhKB+5pwOKzu7u6k56LRqEaOHGladkY4HI6kn7nKbrfL6XRaXQYskIq+Mw+s\nRw+slw89yOXxl/KjB8huxntWc3OzZs+erZKSkqTno9GoioqKkp5zu93q7+9PLHe73UnLotGo4vF4\n4rzq1tZWtbS0JG2jtrZWdXV1pmVnlM/ns7qEtItYXQDSwu/3p2xbd8I8yHb0wHr0wHr0AOliFKrf\nffdddXZ26nOf+9wNy1wuVyJAXxOJRBJB+v3LI5GIXC5X0oWK1dXVqqioSNpGNBq94Yh2tnI4HPL5\nfAqFQhoYGLC6nNt2/ZehD1KcoVqQWamYa3fSPMhW9MB6+dCDXB5/KXM9SOXBCOQWo1B97tw5Xbly\nRc8995wkJY40v/DCC6qpqdGJEycS60ajUYVCocTO5vf7FQgEVF5eLkkKBAI37Igej0cejyfpua6u\nLsViMZOyM25gYCDnar6ew+HI6fpx+1LZd+aB9eiB9XK5B/kw/lJu9wDZzShUV1dXa/r06YnHhw8f\n1pUrV7RixQpJ0v79+9Xe3q7Jkyfr4MGDGjNmTCI4z5o1S0eOHNHkyZMTr507d65JOQAAAIAljEK1\ny+WSy+VKeuxwOBIXEq5du1Z79+7V7t27NW7cOK1Zsyaxbk1NjUKhkLZt2ybpvftU19TUmJQDAAAA\nWCKll8C+/wLCiRMnasuWLTdd12azqb6+XvX19aksAQAAAMg4/kw5AAAAYIhQDQAAABgiVAMAAACG\nCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUA\nAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACA\nIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1\nAAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGHFYX8FG53W4VFOTG\ndwGbzabe3l45nU45HDk31AkFBQUqLCy0ugxYIBV9Zx5Yjx5YLx96kMvjL+VHD5Ddcm6v6u/vt7qE\nYXM6nfJ6verp6VEsFrO6nNtWWFiovr6+D18nQ7Ugs27V9+G4k+ZBtqIH1suHHuTy+EuZ64HP50vb\ntpHdcuOQLwAAAJDFCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAA\nABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgi\nVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMA\nAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACG\nCNUAAACAIUI1AAAAYMhhuoGBgQE1Njaqs7NTfX198vl8WrJkiSZPnixJ6uzsVGNjo65evary8nKt\nXr1aXq9XkhSPx9XU1KTjx49LkmbPnq0lS5bIZrOZlgUAAABkjHGoHhoaksfj0fr161VSUqLTp09r\n586d2rx5s1wulxoaGrRq1SpNmTJFzc3N2rlzpzZu3ChJam1t1alTp7Rp0ybZbDa99NJL8nq9mjNn\njvEHAwAAADLF+PQPl8uluro6+Xw+FRQUqKKiQl6vV++++646Ojrk9/tVWVkpp9OpRYsWKRAIKBgM\nSpLa2to0b948lZSUyOPxaP78+WprazP+UAAAAEAmGR+pfr/u7m5dvnxZfr9fx44dU1lZWWKZy+VS\naWmpgsGg/H6/gsFg0vKysrJE4JakcDis7u7upO1Ho1GNHDky1WWnhcPhSPqZq+x2u5xOp9VlwAKp\n6DvzwHr0wHr50INcHn8pP3qA7JbSPWtwcFC7du1SVVWV/H6/otGoioqKktZxu93q7++X9F5Adrvd\nScui0aji8bhsNptaW1vV0tKS9Pra2lrV1dWlsuy08/l8VpeQdhGrC0Ba+P3+lG3rTpgH2Y4eWI8e\nWI8eIF254vCWAAAPhElEQVRSFqqHhoa0e/du2e12LVu2TNJ7R6avBehrIpFIIki/f3kkEpHL5Upc\nqFhdXa2Kioqk10ej0aSj2dnM4XDI5/MpFAppYGDA6nJu2/VfhD5IcYZqQWalYq7dSfMgW9ED6+VD\nD3J5/KXM9SCVByOQW1ISquPxuF599VX19PTo05/+tOx2u6T3dqwTJ04k1otGowqFQokdzu/3KxAI\nqLy8XJIUCASSdkaPxyOPx5P0Xl1dXYrFYqkoO2MGBgZyrubrORyOnK4fty+VfWceWI8eWC+Xe5AP\n4y/ldg+Q3VJyn+o9e/YoGAzqscceSzrfaurUqbp48aLa29sVi8V08OBBjRkzJhGcZ82apSNHjigc\nDiscDuvw4cOqqqpKRUkAAABAxhgfqb5y5YpaW1tlt9v1N3/zN4nnV65cqZkzZ2rt2rXau3evdu/e\nrXHjxmnNmjWJdWpqahQKhbRt2zZJ792nuqamxrQkAAAAIKOMQ7XX69UzzzzzgcsnTpyoLVu23HSZ\nzWZTfX296uvrTcsAAAAALMOfKQcAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAA\nQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwJDD6gIAZKf+wSGVPvftlGwrIqk4JVv6\n/7c3olC9m7+Uwi0CAGCGUA3gptz2Ai1oPmp1GTf1et1c9VpdBAAA1+H0DwAAAMAQoRoAAAAwRKgG\nAAAADBGqAQAAAEOEagAAAMAQoRoAAAAwRKgGAAAADBGqAQAAAEOEagAAAMAQoRoAAAAwRKgGAAAA\nDBGqAQAAAEOEagAAAMAQoRoAAAAwRKgGAAAADBGqAQAAAEOEagAAAMAQoRoAAAAwRKgGAAAADBGq\nAQAAAEOEagAAAMAQoRoAAAAw5LC6gI/K7XaroCA3vgvYbDb19vbK6XTK4ci5oU4oKChQYWGh1WUA\nSTK9T+byPOB3kfXyoQe5PP5SfvQA2S3n9qr+/n6rSxg2p9Mpr9ernp4exWIxq8u5bYWFherr6/vw\ndTJUC3DNrfbJVBvOPMhWd9LvomyVDz3I5fGXMtcDn8+Xtm0ju+VcqL7TFT3/A42IZP6XGqEZAADg\ngxGqc8yISJ8WNB+1uowbvF431+oSAAAALJMbJycDAAAAWYxQDQAAABgiVAMAAACGCNUAAACAIUI1\nAAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAA\nYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYIhQDQAAABhyWF0AAHxU/YNDKn3u2xl/38JbLI+M\nKFTv5i9lpBYAQHYhVAPIOW57gRY0H7W6jBu8XjdXvVYXAQCwBKd/AAAAAIYI1QAAAIAhQjUAAABg\niFANAAAAGCJUAwAAAIYI1QAAAIAhbql3E0XP/0AjIn0p2VZEUnFKtgQAAIBsRai+iRGRvqy8B670\n3n1wAQAAkF04/QMAAAAwRKgGAAAADBGqAQAAAEOEagAAAMAQFyoCQIr0Dw6p9LlvW13GTYWLRklP\nfcXqMgAgb1keqnt7e/Xqq6/q7NmzKioq0kMPPaSZM2daXRYAfGRue0FW3zmo3+oiACCPWR6q9+7d\nK7vdrq985Sv63e9+p3/+539WWVmZPv7xj1tdGgDkjf7BIRV/9xmry7ipyIhC9W7+ktVlAIARS0N1\nNBpVe3u7nnjiCbndbt1zzz2qqKjQiRMntHTpUitLA4C8ku1H0XutLgIADFkaqi9fvqyCggKNHj06\n8VxZWZnOnTsnSQqHw+ru7k56TTQa1ciRIzNZJgAgzZxO5y3Xsdvtw1ovGzkcjqSfuWi44+/88Xc1\nIpKdX5PCRaPk+MLXrC4DecryI9VutzvpObfbrf7+9878a21tVUtLS9Ly2tpa1dXVpbew7/1Ux1Kw\nmXA4rNbWVlVXV8vj8aRgi+9JRW3pkI11hcNhHWlt1Wv/79mU9iCVsnHcrmEefHTZWFcuzIMRVheQ\nZuFwWM3NzaqurpbP57O6nPT65vesruCmEr+L7Pb87wEsYWmodrlciQB9TSQSSQTt6upqVVRUJC0f\nNWpUxuoz1d3drZaWFlVUVGTtf8jyHT2wHj2wHj2wHj2wHj1Aulkaqj/2sY9paGhIly9f1sc+9jFJ\nUiAQkN/vlyR5PB52fAAAAGQ9S//4i8vl0tSpU9Xc3KxoNKrz58/r7bff1qxZs6wsCwAAAPhILP+L\nisuXL1csFtP3vvc97dq1S8uXL+d2egAAAMgpll+GXFRUpMcee8zqMtJi1KhRqq2tzanzwPMNPbAe\nPbAePbAePbAePUC62eLxeNzqIgAAAIBcZvmR6nz14osv6sKFCyooeO8MG4/Hoy1btlhcVX47evSo\n2tradPHiRU2fPl2PPPJIYllnZ6caGxt19epVlZeXa/Xq1fJ6vRZWm58+qAehUEg/+tGPku5xu2DB\nAtXW1lpVal4aGBhQY2OjOjs71dfXJ5/PpyVLlmjy5MmSmAeZ8GE9YB5kzq5du9TZ2alYLKZRo0bp\nk5/8pKqrqyUxD5A+hOo0WrZsWWISI/2Ki4v14IMP6uzZs4rFYonne3p61NDQoFWrVmnKlClqbm7W\nzp07tXHjRgurzU8f1INrvva1r8lut1tQ2Z1haGhIHo9H69evV0lJiU6fPq2dO3dq8+bNcrlczIMM\n+LAeXMM8SL8FCxZo5cqVcrlcCgaD+sd//EfdddddKikpYR4gbSy/UBFIlWnTpmnq1KkqLCxMer6j\no0N+v1+VlZVyOp1atGiRAoGAgsGgRZXmrw/qATLD5XKprq5OPp9PBQUFqqiokNfr1bvvvss8yJAP\n6wEyZ8yYMXK5XJIkm80mm82m3//+98wDpBVHqtPowIEDampq0ujRo7V48WJNmDDB6pLuSMFgUGVl\nZYnHLpdLpaWlCgaDiXuiIzN++MMfSpImTpyopUuXauTIkRZXlN+6u7t1+fJl+f1+HTt2jHlgget7\ncA3zIDP27NmjtrY2DQwMqKysTJMnT9Zrr73GPEDaEKrTZOnSpfL7/bLb7Xrrrbf0yiuvaNOmTSot\nLbW6tDtONBpVUVFR0nNut/uGv+aJ9CkqKtLGjRtVVlamvr4+NTY2avfu3frsZz9rdWl5a3BwULt2\n7VJVVZX8fj/zwALv70F/fz/zIINWrFihZcuW6Z133tG5c+fkcDiYB0grTv9Ik/LycrndbjkcDlVV\nVenuu+/W6dOnrS7rjuRyuW74hRmJROR2uy2q6M7jdrs1btw42e12jRo1SsuWLdPZs2f5D1maDA0N\naffu3bLb7Vq2bJkk5kGm3awHzIPMKygo0D333KNwOKw33niDeYC0IlRniM1mE3cvtIbf71cgEEg8\njkajCoVC/K8+C9lsNkliTqRBPB7Xq6++qp6eHq1bty5xQRzzIHM+qAfvxzzInKGhocT+zjxAuhCq\n06Cvr09nzpxRLBbT4OCg3nzzTZ0/f16TJk2yurS8Njg4qFgspng8rng8nhj/qVOn6uLFi2pvb1cs\nFtPBgwc1ZswYfommwQf14MKFC7p06ZKGhobU29urf/u3f9P48eM1YsQIq0vOO3v27FEwGNRjjz2W\ndOs25kHmfFAPmAeZ0d3drZMnT6q/v19DQ0M6c+aM3nrrLU2YMIF5gLTij7+kQU9Pj15++WVdunRJ\nNpstcaHixIkTrS4trzU3N6ulpSXpudraWtXV1ens2bPau3evrl69qnHjxmn16tXy+XwWVZq/PqgH\no0eP1oEDB9TT0yO32617771XS5cuVXFxsUWV5qcrV67ohz/8oex2e+Ie+ZK0cuVKzZw5k3mQAR/W\nA5vNxjzIgJ6eHu3YsUO/+93vFI/H5fV6NXfu3MQtbpkHSBdCNQAAAGCI0z8AAAAAQ4RqAAAAwBCh\nGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAA\nADBEqAYAAAAMEaoBAAAAQ4RqAAAAwBChGgAAADBEqAYAAAAMEaoBwNCmTZv0zW9+c1jrrl+/Xk8/\n/XSaKwIAZJrD6gIAINe98MILKduWzWbT6dOnNWnSpJRtEwCQfhypBgAAAAwRqgHc0V588UWtXLky\n8Xjy5Mn6oz/6o8Tju+++W21tbTp16pSWLl2q0tJSVVRUaMeOHYl13n9Kx3e/+13dddddGjt2rP7+\n7/9eNptNZ86cSSwPhUJavny5iouLNXfuXJ09e1aS9OCDD0qSZs2apVGjRqmhoSFtnxsAkFqEagB3\ntNraWv3qV7/S0NCQurq6FI1GdeTIEUlSZ2enuru7NXnyZC1dulR/8id/oosXL2r79u164okn1N7e\nfsP29u3bpx/84AdqamrSmTNndPDgwRvW2b59u77xjW8oFApp0qRJ+vrXvy5JOnTokCTpxIkT6u7u\n1rp169L3wQEAKUWoBnBHu/fee1VcXKy2tjYdOnRIn/rUpzR27FidOnVKLS0tWrhwofbs2aPx48dr\nw4YNcjgcuv/++/Xoo49q586dN2xvx44d2rBhgyorK1VUVKRnnnnmhnUeeeQRPfDAA3I4HPr0pz+t\ntra2DHxSAEA6caEigDtebW2tDh48qDNnzqi2tlZer1ctLS06cuSIamtrdf78eR09elRerzfxmoGB\nAX32s5+9YVtdXV2qqalJPL777rtvWKesrCzx76KiInV3d6f4EwEAMo1QDeCOV1tbq1/+8pf67//+\nb/3lX/6lvF6vXn75ZR05ckRPPfWUTp8+rdraWu3fv/+W27rrrrt04cKFxON33nknnaUDALIEp38A\nuOPV1taqublZfX19Ki8v18KFC7Vv3z5dvnxZ999/v1asWKHf/va3+qd/+ifFYjHFYjG98cYb6ujo\nuGFba9eu1YsvvqiOjg719vYO+/7V14wZM0adnZ2p+mgAgAwhVAO4402ZMkWjRo3SwoULJUkej0f3\n3nuvPvnJT8put6u4uFj/8R//oe3bt2vs2LEqKyvT1q1b1d/ff8O2/uAP/kB//ud/rrq6Ok2aNEmf\n+MQnJElut3tYtTzzzDN6/PHH5fV6k+4wAgDIbrZ4PB63uggAyFcdHR2aPn26+vv75XBwxh0A5CuO\nVANAiv3Lv/yL+vv7FQqFtHXrVq1cuZJADQB5jlANACn2t3/7t/r4xz+uiRMnym636/nnn7e6JABA\nmnH6BwAAAGCII9UAAACAIUI1AAAAYIhQDQAAABgiVAMAAACGCNUAAACAIUI1AAAAYOj/A25L/XUG\nvaqmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123b637b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223372036549688316)>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(aes(x = 'weight', color='species_id'), data=surveys_complete[surveys_complete.species_id == 'RM']) + geom_histogram(binwidth=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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iULK9RW6M0pJDu0mVy8fagmq2FjrxaRpJScnceOM0BgwYHBJbo0poh4ja2lq+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\nIiIinfh/ct3goxEu+SQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120e9da20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.violinplot(x = 'sex', y = 'weight', data=surveys_complete[surveys_complete.species_id == 'OL'], palette=\"Set2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    if (window.Bokeh !== undefined) {\n",
       "      document.getElementById(\"e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c\").textContent = \"BokehJS successfully loaded.\";\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.4.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.4.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"e0358b5a-e91f-46e6-9ff8-f8dbcdf0915c\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import push_notebook, show, output_notebook\n",
    "from bokeh.charts import Histogram\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"4daed648-d518-4636-b6bb-96ca6fc45183\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        document.getElementById(\"4daed648-d518-4636-b6bb-96ca6fc45183\").textContent = \"BokehJS successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"4daed648-d518-4636-b6bb-96ca6fc45183\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '4daed648-d518-4636-b6bb-96ca6fc45183' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"c46845a7-1f2b-4e0e-aa5f-8a48ea3b08f3\":{\"roots\":{\"references\":[{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(40.600000, 43.066667]\"],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.6],\"height\":[29.0],\"label\":[\"(40.600000, 43.066667]\"],\"line_alpha\":[1.0],\"line_color\":[\"black\"],\"width\":[2.4666666666666686],\"x\":[\"41.8333335\"],\"y\":[14.5]}},\"id\":\"88e7aaea-7f16-4b5b-b371-b3a6634439cb\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"y\",\"width\",\"height\",\"color\",\"fill_alpha\",\"line_color\",\"line_alpha\",\"label\"],\"data\":{\"chart_index\":[\"(45.533333, 48.000000]\"],\"color\":[\"#5ab738\"],\"fill_alpha\":[0.6],\"height\":[6.0],\"label\":[\"(45.533333, 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       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = Histogram(surveys_complete[surveys_complete.species_id == 'OL'], values=\"weight\", color=\"sex\")\n",
    "show(hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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